^j dZddlmZmZmZmZmZmZmZddl Z ddl m Z ddl m Z m Z mZmZmZmZmZmZmZddlmZmZgdZGd d e j2ZGd d e j2Zy) zm PyTorch FX Based Feature Extraction Helpers Using https://pytorch.org/vision/stable/feature_extraction.html )CallableDictListOptionalUnionTupleTypeN)nn) create_feature_extractorget_graph_node_namesregister_notrace_moduleregister_notrace_functionis_notrace_moduleis_notrace_functionget_notrace_functionsget_notrace_modulesFormat)_get_feature_info_get_return_layers) r rrrrrr r FeatureGraphNetGraphExtractNetc eZdZUdZej j eed< d de jde e dfde ededef fd Zd ZxZS) rzX A FX Graph based feature extractor that works with the model feature_info metadata return_dictmodel out_indices.out_map output_fmtct|t|||_|t |t |k(sJt ||_t|j|}t|||_ ||_ yN) super__init__r feature_infolenrrrr graph_moduler)selfrrrrr return_nodes __class__s c/var/www/ramen.bs-engineer-server.com/venv/lib/python3.12/site-packages/timm/models/_features_fx.pyr"zFeatureGraphNet.__init__+sq -e[A  w<3{#33 33 ,)$*;*;WE 4ULI&cr|j|}|jr|St|jSr )r%rlistvaluesr&xouts r)forwardzFeatureGraphNet.forward<s1"   JCJJL!!r*)NNCHWF)__name__ __module__ __qualname____doc__torchjitFinalbool__annotations__r Modulerintrrstrr"r1 __classcell__r(s@r)rr&sp&& '+$ % '99'sCx'd^ '  '  '""r*rc eZdZUdZej j eed< d de jde e e e fee fdedeffd Zde eej ej ffdZxZS) ra A standalone feature extraction wrapper that maps dict -> list or single tensor NOTE: * one can use feature_extractor directly if dictionary output is desired * unlike FeatureGraphNet, this is intended to be used standalone and not with model feature_info metadata for builtin feature extraction mode * create_feature_extractor can be used directly if dictionary output is acceptable Args: model: model to extract features from return_nodes: node names to return features from (dict or list) squeeze_out: if only one output, and output in list format, flatten to single tensor return_dict: return as dictionary from extractor with node names as keys, ignores squeeze_out arg rrr' squeeze_outc`t|||_t|||_||_yr )r!r"rBr r%r)r&rr'rBrr(s r)r"zGraphExtractNet.__init__Ss/ &4ULI&r*returnc|j|}|jr|St|j}|jrt |dk(r|dS|S)Nrr)r%rr,r-rBr$r.s r)r1zGraphExtractNet.forward_sQ"   J3::< ))c#h!ms1vDDr*)TF)r3r4r5r6r7r8r9r:r;r r<rrr>rr"Tensorr1r?r@s@r)rrCs && !% % '99 ' S#XS 9: ' '  'EE$u||"4ell"BCEr*r)r6typingrrrrrrr r7r timm.layersr r r rrrrrr _featuresrr__all__r<rrr*r)rLsYFEE    = "bii":!Ebii!Er*